Data-driven seismic response prediction of structural components

Advancing post-earthquake structural evaluations via sequential regression-based predictive mean matching for enhanced forecasting in the context of missing data

(2021) Huan Luo et al.   ADVANCED ENGINEERING INFORMATICS

Seismic design and subassemblage tests of buckling-restrained braced RC frames with shear connector gusset connections

(2021) Jiulin Bai et al.   ENGINEERING STRUCTURES

Implementing ensemble learning methods to predict the shear strength of RC deep beams with/without web reinforcements

(2021) De-Cheng Feng et al.   ENGINEERING STRUCTURES

Metaheuristic least squares support vector machine-based lateral strength modelling of reinforced concrete columns subjected to earthquake loads

(2021) Huan Luo et al.   Structures

Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm

(2020) De-Cheng Feng et al.   ADVANCED ENGINEERING INFORMATICS

The promise of implementing machine learning in earthquake engineering: A state-of-the-art review

(2020) Yazhou Xie et al.   EARTHQUAKE SPECTRA

Reducing the effect of sample bias for small data sets with double‐weighted support vector transfer regression

(2020) Huan Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A locally weighted machine learning model for generalized prediction of drift capacity in seismic vulnerability assessments

(2019) Huan Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Sensitivity of seismic demands and fragility estimates of a typical California highway bridge to uncertainties in its soil-structure interaction modeling

(2019) Yazhou Xie et al.   ENGINEERING STRUCTURES

Classification of in-plane failure modes for reinforced concrete frames with infills using machine learning

(2019) Honglan Huang et al.   Journal of Building Engineering

Classifying Earthquake Damage to Buildings Using Machine Learning

(2019) Sujith Mangalathu et al.   EARTHQUAKE SPECTRA

Modes, Mechanisms, and Likelihood of Seismic Shear Failure in Rectangular Reinforced Concrete Columns

(2019) Jingjing Hua et al.   JOURNAL OF STRUCTURAL ENGINEERING

Machine Learning–Based Failure Mode Recognition of Circular Reinforced Concrete Bridge Columns: Comparative Study

(2019) Sujith Mangalathu et al.   JOURNAL OF STRUCTURAL ENGINEERING

Machine Learning–Based Backbone Curve Model of Reinforced Concrete Columns Subjected to Cyclic Loading Reversals

(2018) Huan Luo et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

A machine learning framework for assessing post-earthquake structural safety

(2018) Yu Zhang et al.   STRUCTURAL SAFETY

Shear Strength Prediction in Reinforced Concrete Deep Beams Using Nature-Inspired Metaheuristic Support Vector Regression

(2016) Jui-Sheng Chou et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Modified Plastic-Hinge Method for Circular RC Bridge Columns

(2016) Jason C. Goodnight et al.   JOURNAL OF STRUCTURAL ENGINEERING

Modified Plastic-Hinge Method for Circular RC Bridge Columns

(2016) Jason C. Goodnight et al.   JOURNAL OF STRUCTURAL ENGINEERING

Assessment of artificial neural network and genetic programming as predictive tools

(2015) Amir H. Gandomi et al.   ADVANCES IN ENGINEERING SOFTWARE

Modeling Hysteretic Deteriorating Behavior Using Generalized Prandtl Neural Network

(2015) Mojtaba Farrokh et al.   JOURNAL OF ENGINEERING MECHANICS

Punching shear capacity estimation of FRP-reinforced concrete slabs using a hybrid machine learning approach

(2015) Duy-Thang Vu et al.   Structure and Infrastructure Engineering

Modeling Hysteretic Deteriorating Behavior Using Generalized Prandtl Neural Network

(2015) Mojtaba Farrokh et al.   JOURNAL OF ENGINEERING MECHANICS

Statistical models for shear strength of RC beam-column joints using machine-learning techniques

(2014) Jong-Su Jeon et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Adaptive Modeling of Highly Nonlinear Hysteresis Using Preisach Neural Networks

(2013) Mojtaba Farrokh et al.   JOURNAL OF ENGINEERING MECHANICS

Analytical Element for Simulating Lateral-Strength Degradation in Reinforced Concrete Columns and Other Frame Members

(2013) M. R. LeBorgne et al.   JOURNAL OF STRUCTURAL ENGINEERING

Shear deformation model for reinforced concrete columns

(2013) Halil Sezen   STRUCTURAL ENGINEERING AND MECHANICS

Support vector regression based shear strength modelling of deep beams

(2011) Mahesh Pal et al.   COMPUTERS & STRUCTURES

Rotation-Based Shear Failure Model for Lightly Confined RC Columns

(2011) Wassim M. Ghannoum et al.   JOURNAL OF STRUCTURAL ENGINEERING

A new neural network-based model for hysteretic behavior of materials

(2007) Gun Jin Yun et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING